{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入工具包\n",
    "import os\n",
    "import sys\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读取数据文件并总体概览\n",
    "data_path = '/home/ai/study/week1/第一周作业/'\n",
    "data_filename = 'day.csv'\n",
    "data_full_filename = data_path + data_filename\n",
    "\n",
    "if not os.path.exists(data_full_filename):\n",
    "    print '[-] file(%s) is not found!', data_full_filename\n",
    "    sys.exit(-1)\n",
    "    \n",
    "data = pd.read_csv(data_full_filename)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据基本信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(731, 16)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "2        3  2011-01-03       1   0     1        0        1           1   \n",
       "3        4  2011-01-04       1   0     1        0        2           1   \n",
       "4        5  2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 作业不要求y列 ‘casual'和'registered'，先剔除\n",
    "# 日期列'dteday'非数字，并且'holiday' 'weekday' 'workingday'已经足以表示该列，也剔除\n",
    "# 执行下面代码，重新执行整个notebook，后读入数据已经没有这两列了.....\n",
    "try:\n",
    "  data = data.drop('dteday', axis = 1)\n",
    "  data = data.drop('casual', axis = 1)\n",
    "  data = data.drop('registered', axis = 1)\n",
    "except:\n",
    "  pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(731, 13)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant  season  yr  mnth  holiday  weekday  workingday  weathersit  \\\n",
       "0        1       1   0     1        0        6           0           2   \n",
       "1        2       1   0     1        0        0           0           2   \n",
       "2        3       1   0     1        0        1           1           1   \n",
       "3        4       1   0     1        0        2           1           1   \n",
       "4        5       1   0     1        0        3           1           1   \n",
       "\n",
       "       temp     atemp       hum  windspeed   cnt  \n",
       "0  0.344167  0.363625  0.805833   0.160446   985  \n",
       "1  0.363478  0.353739  0.696087   0.248539   801  \n",
       "2  0.196364  0.189405  0.437273   0.248309  1349  \n",
       "3  0.200000  0.212122  0.590435   0.160296  1562  \n",
       "4  0.226957  0.229270  0.436957   0.186900  1600  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 13 columns):\n",
      "instant       731 non-null int64\n",
      "season        731 non-null int64\n",
      "yr            731 non-null int64\n",
      "mnth          731 non-null int64\n",
      "holiday       731 non-null int64\n",
      "weekday       731 non-null int64\n",
      "workingday    731 non-null int64\n",
      "weathersit    731 non-null int64\n",
      "temp          731 non-null float64\n",
      "atemp         731 non-null float64\n",
      "hum           731 non-null float64\n",
      "windspeed     731 non-null float64\n",
      "cnt           731 non-null int64\n",
      "dtypes: float64(4), int64(9)\n",
      "memory usage: 74.3 KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "instant       0\n",
       "season        0\n",
       "yr            0\n",
       "mnth          0\n",
       "holiday       0\n",
       "weekday       0\n",
       "workingday    0\n",
       "weathersit    0\n",
       "temp          0\n",
       "atemp         0\n",
       "hum           0\n",
       "windspeed     0\n",
       "cnt           0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据探索"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "               cnt  \n",
       "count   731.000000  \n",
       "mean   4504.348837  \n",
       "std    1937.211452  \n",
       "min      22.000000  \n",
       "25%    3152.000000  \n",
       "50%    4548.000000  \n",
       "75%    5956.000000  \n",
       "max    8714.000000  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc7db058550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 查看cnt的分布，看是否有可以剔除的离散点\n",
    "fig = plt.figure()\n",
    "sns.distplot(data.cnt.values, bins=30, kde=True)\n",
    "plt.xlabel('cnt of capital bikeshare', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc7db050550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(range(data.shape[0]), data[\"cnt\"].values,color='purple')\n",
    "plt.title(\"Distribution of cnt\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc7db04e990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data.season);\n",
    "plt.xlabel('season of capital bikeshare');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc7db0589d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data.holiday);\n",
    "plt.xlabel('holiday of capital bikeshare'); # 绝大部分人节假日肯定会骑单车游玩"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc7d8e777d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data.workingday);\n",
    "plt.xlabel('workingday of capital bikeshare'); \n",
    "# 相对来说工作日骑单车人数比节假日要多"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc7d8ddda50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data.weathersit);\n",
    "plt.xlabel('weathersit of capital bikeshare'); # 天气越好骑行人数越多"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc7d8e2a4d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.temp.values, bins = 30, kde = False)\n",
    "plt.xlabel('temp of capital bikeshare', fontsize = 12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAENCAYAAAAfTp5aAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAFg5JREFUeJzt3XmUpXV95/H3h80FQUAKB4S2RXEfRdOCc4xLRHIYNcBMwDguaQxJx2TiMuGMEBMnZGJGnJyJYUYzihptJyoQEkMHEx1E2kSNjY2gkUVBBqHZupFukLii3/njeVovRVXfp6rrVnX/+v06p049673fX91bn/rVs/xuqgpJ0s5vt6UuQJK0MAx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiP2WMwnO/DAA2v58uWL+ZSStNO7/PLL76yqqXHbLWqgL1++nPXr1y/mU0rSTi/JN4ds5yEXSWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqxKLeKarJ+Mi6mwZt94qjl024EklLyR66JDXCQJekRnjIZQc29FCKJIE9dElqhoEuSY0w0CWpEQa6JDXCQJekRniVyy7EG5CkttlDl6RGGOiS1IhBgZ5kvyQXJLk2yTVJ/k2SA5JcnOS6/vv+ky5WkjS7oT30s4FPVNUTgacD1wBnAJdU1RHAJf28JGmJjA30JPsCzwPeD1BVP6iqLcAJwOp+s9XAiZMqUpI03pAe+uHAJuADSa5I8r4kewOPrKrbAPrvB02wTknSGEMuW9wDeCbwuqpal+Rs5nB4JckqYBXAsmVeDrczmMSgYF4KKU3ekB76BmBDVa3r5y+gC/g7khwM0H/fONPOVXVOVa2oqhVTU1MLUbMkaQZjA72qbgduTvKEftExwNXAGmBlv2wlcOFEKpQkDTL0TtHXAR9OshdwA/Aauj8G5yc5FbgJOHkyJUqShhgU6FV1JbBihlXHLGw5kqT58k5RSWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEUMH55IWxdCx2B1fXXoge+iS1AgDXZIaYaBLUiMMdElqhIEuSY3wKhctiqFXr0iaP3voktQIA12SGmGgS1IjDHRJaoSBLkmNGHSVS5IbgW8DPwLuq6oVSQ4AzgOWAzcCL6uqzZMpU5I0zlx66D9XVUdW1Yp+/gzgkqo6Arikn5ckLZHtOeRyArC6n14NnLj95UiS5mtooBfwf5NcnmRVv+yRVXUbQP/9oEkUKEkaZuidos+pqluTHARcnOTaoU/Q/wFYBbBsmWNYS9KkDOqhV9Wt/feNwMeAo4A7khwM0H/fOMu+51TViqpaMTU1tTBVS5IeYGygJ9k7yT5bp4GfB74KrAFW9putBC6cVJGSpPGGHHJ5JPCxJFu3/0hVfSLJF4Hzk5wK3AScPLkyJUnjjA30qroBePoMy78FHDOJoiRJc+edopLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEUM/gk4L6CPrblrqEiQ1yB66JDXCQJekRnjIRTuloYetXnH0sglXIu047KFLUiMMdElqhIEuSY0w0CWpEQa6JDVicKAn2T3JFUku6ucfk2RdkuuSnJdkr8mVKUkaZy499DcA14zMvx14R1UdAWwGTl3IwiRJczMo0JMcCrwEeF8/H+CFwAX9JquBEydRoCRpmKE99D8F3gT8uJ9/BLClqu7r5zcAj5ppxySrkqxPsn7Tpk3bVawkaXZjAz3JS4GNVXX56OIZNq2Z9q+qc6pqRVWtmJqammeZkqRxhtz6/xzg+CQvBh4M7EvXY98vyR59L/1Q4NbJlSlJGmdsD72qfqeqDq2q5cDLgU9X1SuBS4GT+s1WAhdOrEpJ0ljbcx366cBvJ7me7pj6+xemJEnSfMxptMWqWgus7advAI5a+JIkSfPhnaKS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNWJsoCd5cJLLknw5yVVJ/qBf/pgk65Jcl+S8JHtNvlxJ0myG9NC/D7ywqp4OHAkcl+TZwNuBd1TVEcBm4NTJlSlJGmdsoFfn3n52z/6rgBcCF/TLVwMnTqRCSdIgg46hJ9k9yZXARuBi4BvAlqq6r99kA/CoWfZdlWR9kvWbNm1aiJolSTMYFOhV9aOqOhI4FDgKeNJMm82y7zlVtaKqVkxNTc2/UknSNs3pKpeq2gKsBZ4N7Jdkj37VocCtC1uaJGku9hi3QZIp4IdVtSXJQ4AX0Z0QvRQ4CTgXWAlcOMlCdwYfWXfTUpcgaRc2NtCBg4HVSXan69GfX1UXJbkaODfJW4ErgPdPsE5J0hhjA72qvgI8Y4blN9AdT5ck7QC8U1SSGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEYMubFol+bdnzu3oa/fK45etqCPN5fHlBaKPXRJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1IixgZ7ksCSXJrkmyVVJ3tAvPyDJxUmu67/vP/lyJUmzGTIe+n3AaVX1pST7AJcnuRg4Bbikqs5KcgZwBnD65EqVJsdx79WCsT30qrqtqr7UT38buAZ4FHACsLrfbDVw4qSKlCSNN6dj6EmWA88A1gGPrKrboAt94KCFLk6SNNzgQE/yMOCvgDdW1T1z2G9VkvVJ1m/atGk+NUqSBhgU6En2pAvzD1fVX/eL70hycL/+YGDjTPtW1TlVtaKqVkxNTS1EzZKkGQy5yiXA+4FrqupPRlatAVb20yuBCxe+PEnSUEOucnkO8Grgn5Nc2S97M3AWcH6SU4GbgJMnU6IkaYixgV5VnwUyy+pjFrYcSdJ8eaeoJDXCQJekRhjoktQIA12SGmGgS1Ijhly22CQHY5LUGnvoktQIA12SGmGgS1IjDHRJaoSBLkmN2GWvcpEmbeiVVK84etmEK9Guwh66JDXCQJekRhjoktQIA12SGmGgS1IjvMpFaoxX1+y67KFLUiMMdElqhIEuSY3wGLq0k3AMf41jD12SGjE20JP8eZKNSb46suyAJBcnua7/vv9ky5QkjTOkh/5B4Lhpy84ALqmqI4BL+nlJ0hIaG+hV9Q/AXdMWnwCs7qdXAycucF2SpDma7zH0R1bVbQD994MWriRJ0nxM/CqXJKuAVQDLlnlnmjSdV69oocy3h35HkoMB+u8bZ9uwqs6pqhVVtWJqamqeTydJGme+gb4GWNlPrwQuXJhyJEnzNeSyxY8C/wQ8IcmGJKcCZwHHJrkOOLaflyQtobHH0KvqP8yy6pgFrkWStB28U1SSGtHcWC5eMSAN47jp7bGHLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjWjuTlFJOz7vUp0Me+iS1AgDXZIaYaBLUiMMdElqhIEuSY3wKhdJ2+RnDOw87KFLUiMMdElqhIEuSY0w0CWpEQa6JDViuwI9yXFJvpbk+iRnLFRRkqS5m/dli0l2B94FHAtsAL6YZE1VXb1QxY3y0ilp17OjD+K1o9W3PT30o4Drq+qGqvoBcC5wwsKUJUmaq+0J9EcBN4/Mb+iXSZKWwPbcKZoZltUDNkpWAav62XuTfAu4czued2d2ILtm23fVdoNtX5S2v3IxnmRu7tf2Bajv0UM22p5A3wAcNjJ/KHDr9I2q6hzgnK3zSdZX1YrteN6d1q7a9l213WDbbfvi2p5DLl8EjkjymCR7AS8H1ixMWZKkuZp3D72q7kvyW8Angd2BP6+qqxasMknSnGzXaItV9XfA381xt3PGb9KsXbXtu2q7wbbvqpak7al6wHlMSdJOyFv/JakREwv0ccMCJHlQkvP69euSLJ9ULYtpQLufl+RLSe5LctJS1DgpA9r+20muTvKVJJckGXQp1s5gQNtfm+Sfk1yZ5LNJnrwUdU7C0CFAkpyUpJI0ceXLgNf8lCSb+tf8yiS/OvGiqmrBv+hOkn4DOBzYC/gy8ORp2/wm8O5++uXAeZOoZTG/BrZ7OfA04EPASUtd8yK3/eeAh/bTv9HCaz6Htu87Mn088Imlrnux2t5vtw/wD8AXgBVLXfciveanAO9czLom1UMfMizACcDqfvoC4JgkM92stDMZ2+6qurGqvgL8eCkKnKAhbb+0qr7Tz36B7t6FFgxp+z0js3szw014O6mhQ4D8IfDfge8tZnETtEMOfTKpQB8yLMBPtqmq+4C7gUdMqJ7FsisPhzDXtp8K/P1EK1o8g9qe5D8m+QZdsL1+kWqbtLFtT/IM4LCqumgxC5uwoe/3X+wPMV6Q5LAZ1i+oSQX6kGEBBg0dsJNpsU1DDW57klcBK4A/nmhFi2dQ26vqXVX1WOB04PcmXtXi2Gbbk+wGvAM4bdEqWhxDXvO/BZZX1dOAT/HTIxITM6lAHzIswE+2SbIH8HDgrgnVs1gGDYfQqEFtT/Ii4HeB46vq+4tU26TN9XU/FzhxohUtnnFt3wd4KrA2yY3As4E1DZwYHfuaV9W3Rt7j7wV+ZtJFTSrQhwwLsAZY2U+fBHy6+jMJO7FdeTiEsW3v//V+D12Yb1yCGidlSNuPGJl9CXDdItY3Sdtse1XdXVUHVtXyqlpOd+7k+KpavzTlLpghr/nBI7PHA9dMvKoJngV+MfB1ujPBv9sv+690LybAg4G/BK4HLgMOX+oz14vU7mfR/XX/F+BbwFVLXfMitv1TwB3Alf3XmqWueRHbfjZwVd/uS4GnLHXNi9X2aduupYGrXAa+5m/rX/Mv96/5Eyddk3eKSlIjvFNUkhphoEtSIwx0SWqEgS5JjTDQJakRBvpOLMm9SQ6f575rF2X0t4H6kek+O899n5DkiiTfTrIot9QnWdb//Hef5/5nJvmLWda9IMmGbez77iRvGbLtQtemHdt2fWKRllZVPWypa9hBvAlYW1XPWKwnrKqbgJ/8/JOsBf6iqt63CM/92kk/h3ZO9tDVgkfT3cChHUw/rIcWiYG+g0nymiR/OzJ/fZLzR+ZvTnJkP11JHtdPfzDJu5J8vD/0sC7JY0f2OzbJtUnuTvJORgYXSvK4JJ/p192Z5LyRdZXk9Ulu6Nf9cT/g0tb1v5LkmiSbk3xy9EMrkjwxycVJ7uo/COBlI+sekWRNknuSXAb8pNZZfi7HJ7kqyZb+cNGT+uWfphtn/Z39IZDHz7DvAUk+kOTWvs6/6Zfvn+Si/kMINvfTh47stzbJ25Jc1v9sLkxyQL9uef+z2SPJHwHPHanhnf02Z/ev1z1JLk/y3G21cYa639z/zG9M8sqR5R9M8tZZ9nl9ug8RObSff2m6D1fYkuTzSZ42su3pSW7p3y9fS3LMyEPtleRD/bqrMjL2SpIzknyjX3d1kn83su6UJJ9L8o4kdwFn9stnfZ9oAS317bN+PeB24sOBLXR/bA8GvgncMrJuM7BbP1/A4/rpD9INbnYU3aG0DwPn9usOBO6hGzNnT+A/AfcBv9qv/yjdgFm70Q3J8LMj9RTdbcsHAMvobnXeut+JdEM3PKl/zt8DPt+v25tueNHX9OueCdxJf8s73QBV5/fbPRW4BfjsLD+Tx9MNlXBsX/+b+ufdq1+/dmtNs+z/ceA8YP9+/+f3yx8B/CLwULpBpP4S+JuR/db2dT21r/Ov6A6rQPdBJQXsMVsNwKv659iDbrTB24EH9+vO3PpYM9T7gv71+RPgQcDz+/Y/YeS1fuvIthv66bcAXwKm+vlnAhuBo+k+kGElcGP/mE/oX59DRtrz2JHavkd3a/vudLewf2GkvpOBQ+jeL7/U13Zwv+6UvvbX9e1+CNt4n/i1wPmx1AX4NcOL0v2iPZNuwJ9z6Ma6eSJdOK4Z2W56oL9vZN2LgWv76V+e9gsZuvFktgbzh/rnOXSGWgo4bmT+N4FL+um/B04dWbcb8B26QyC/BPzjtMd6D/D7fUj8kJGxLYD/xuyB/hbg/GnPcwvwgn5+LbMEOt0fxR8D+w/4uR8JbB6ZXwucNTL/ZOAHff3LGRPoMzz+ZuDp/fSZjA/0vUeWnQ+8ZeS1Hg30W+jC/7PAw0f2+d/AH0577K/R/YF4HF3YvwjYc9o2ZwKfmtbu726jXVcCJ/TTpwA3TVs/6/tkqX/XWvvykMuO6TN0v6jP66fX0v0SPr+fn83tI9Pf4acn7Q5hZDD+6n6rRgfnfxNdyF/W/3v9K9Med3Tbb/aPB11wn93/O7+F7j+E0A30/2jg6K3r+vWvBP4VMEXXU5v+uLM5ZHR9Vf2433fIh4ccBtxVVZunr0jy0CTvSfLNJPfQfUTafrn/lSvTa9yT7j+esZKc1h9muLtv/8OH7kv3h+Vfpj33IbNsux+wCnhbVd09svzRwGnTXoPD6Hrl1wNvpAvvjUnOTTL6+NPfSw9Ofzw8yS+PHMbZQvcfzGi7Rn9mW+uY7X2iBWSg75i2Bvpz++nPMCzQZ3MbI2M3J8nofFXdXlW/VlWHAL8O/Fn6Y/O90XGfl/HTcZ9vBn69qvYb+XpIVX2+X/eZaeseVlW/AWyi64FOf9zZ3EoXCtPrv2VA228GDkiy3wzrTqM79HB0Ve1L9wcU7v/hBdNr/CHdoaPp7jfKXX+8/HTgZXT/HexH96lcQz9mcf8ke0977tnGWN8MvBT4QJLnjCy/Gfijaa/BQ6vqowBV9ZGq+lm6n20Bbx9XVH/s+73AbwGP6Nv11Wntmj7i37beJ1pABvqO6TN0J/oeUlUbgH8EjqM7HnvFPB7v48BTkvz7vpf1erqeMgBJTh45GbiZ7hfyRyP7/+f+BOJhwBvojkcDvBv4nSRP6R/n4UlO7tddBDw+yauT7Nl/PSvJk6rqR8BfA2f2veQn89Ox8WdyPvCSJMck2ZMuiL8PjA2EqrqN7l/+P+vbsGeSrcG9D/BdYEt/svP3Z3iIVyV5cpKH0g2NekFf/3R30J3j2Gofuj9am4A9kvwXYN9x9U7zB0n26v84vJTuGP+Mqmot3X9AH0tydL/4vcBrkxydzt5JXpJkn3TX7r8wyYPojpd/l/u/5rPZ+nmom6A7iU/XQ9+Wbb1PtIAM9B1QVX0duJcuyKnuA4ZvAD43S5iMe7w76U5knUU3BvsRwOdGNnkWsC7JvXSD9L+hqv7fyPoLgcvpjpV+HHh//7gfo+vVndsfsvgq8G/7dd8Gfp7uPMCtdP/Cv53uhBx0PbyH9cs/CHxgG/V/je4E4/+i6x3/AvAL1X047xCvputZX0t33PiN/fI/pTtpdyfdBy98YoZ9/09f3+10J4xnu3HpbOCk/iqO/wl8ku4PydfpDpd8jwceitiW2+n+uN5Kd4L7tVV17bZ2qKqL6c+zJPmZ6j5E4teAd/aPdT3dMW7oXoez6Np+O3AQ8OZxRVXV1cD/AP6J7o/Yv+b+76WZ9pn1faKF5Xjo2qYkBRzRH3PdpWQRbxaSFoI9dElqhIEuSY3wkIskNcIeuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWrE/wdQkDMUMHpB1AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc7d8d82dd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.windspeed.values, bins = 30, kde = False)\n",
    "plt.xlabel('windspeed of capital bikeshare', fontsize = 12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 风速达到高点这，突然有一部分骑行，先剔除这几个离群点\n",
    "data = data[data.windspeed < 0.5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc7d8ccb110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.hum.values, bins = 30, kde = False)\n",
    "plt.xlabel('hum of capital bikeshare', fontsize = 12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(13, 13)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cols=data.columns\n",
    "data_corr = data.corr().abs()\n",
    "data_corr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc7d8c172d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(13, 9))\n",
    "sns.heatmap(data_corr,annot=True)\n",
    "sns.heatmap(data_corr, mask=data_corr < 1, cbar=False)\n",
    "#plt.savefig('capital_bikeshare.png' )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "temp and atemp = 0.99\n",
      "instant and yr = 0.87\n",
      "season and mnth = 0.83\n",
      "atemp and cnt = 0.63\n",
      "instant and cnt = 0.63\n",
      "temp and cnt = 0.63\n",
      "weathersit and hum = 0.59\n",
      "yr and cnt = 0.57\n"
     ]
    }
   ],
   "source": [
    "#Set the threshold to select only highly correlated attributes\n",
    "threshold = 0.5\n",
    "# List of pairs along with correlation above threshold\n",
    "corr_list = []\n",
    "#size = data.shape[1]\n",
    "size = data_corr.shape[0]\n",
    "\n",
    "#Search for the highly correlated pairs\n",
    "for i in range(0, size): #for 'size' features\n",
    "    for j in range(i+1,size): #avoid repetition\n",
    "        if (data_corr.iloc[i,j] >= threshold and data_corr.iloc[i,j] < 1) or (data_corr.iloc[i,j] < 0 and data_corr.iloc[i,j] <= -threshold):\n",
    "            corr_list.append([data_corr.iloc[i,j],i,j]) #store correlation and columns index\n",
    "\n",
    "#Sort to show higher ones first            \n",
    "s_corr_list = sorted(corr_list,key=lambda x: -abs(x[0]))\n",
    "\n",
    "#Print correlations and column names\n",
    "for v,i,j in s_corr_list:\n",
    "    print (\"%s and %s = %.2f\" % (cols[i],cols[j],v))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc7d21aa510>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc7d2566b50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc7d2533150>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc7d245b8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc7d2445810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc7d2499990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc7d8bfb590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc7d8d2f650>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for v, i, j in s_corr_list:\n",
    "    sns.pairplot(data, size = 6, x_vars = cols[i], y_vars = cols[j] )\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
